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# vectordatabase

Vector databases are purpose-built databases that are specialized to tackle the problems that arise when managing vector embeddings in production scenarios.

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๐—จ๐—ป๐—ฑ๐—ฒ๐—ฟ๐˜€๐˜๐—ฎ๐—ป๐—ฑ๐—ถ๐—ป๐—ด ๐—ฉ๐—ฒ๐—ฐ๐˜๐—ผ๐—ฟ ๐——๐—ฎ๐˜๐—ฎ๐—ฏ๐—ฎ๐˜€๐—ฒ๐˜€: ๐—ง๐—ต๐—ฒ ๐—•๐—ฎ๐—ฐ๐—ธ๐—ฏ๐—ผ๐—ป๐—ฒ ๐—ผ๐—ณ ๐—ฅ๐—”๐—š ๐—ฅ๐—ฒ๐˜๐—ฟ๐—ถ๐—ฒ๐˜ƒ๐—ฎ๐—น

๐—จ๐—ป๐—ฑ๐—ฒ๐—ฟ๐˜€๐˜๐—ฎ๐—ป๐—ฑ๐—ถ๐—ป๐—ด ๐—ฉ๐—ฒ๐—ฐ๐˜๐—ผ๐—ฟ ๐——๐—ฎ๐˜๐—ฎ๐—ฏ๐—ฎ๐˜€๐—ฒ๐˜€: ๐—ง๐—ต๐—ฒ ๐—•๐—ฎ๐—ฐ๐—ธ๐—ฏ๐—ผ๐—ป๐—ฒ ๐—ผ๐—ณ ๐—ฅ๐—”๐—š ๐—ฅ๐—ฒ๐˜๐—ฟ๐—ถ๐—ฒ๐˜ƒ๐—ฎ๐—น

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3 min read
Vector Search & Code Embeddings: Building a Smart Knowledge Base with LangChain and FAISS

Vector Search & Code Embeddings: Building a Smart Knowledge Base with LangChain and FAISS

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4 min read
Optimizing a RAG-Based Helpdesk Chatbot: Improving Accuracy with pgvector

Optimizing a RAG-Based Helpdesk Chatbot: Improving Accuracy with pgvector

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4 min read
Implementing a Vector Database in a RAG System for a Helpdesk Chatbot with pgvector

Implementing a Vector Database in a RAG System for a Helpdesk Chatbot with pgvector

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4 min read
5 GenAI Things You Didn't Know About Astra DB

5 GenAI Things You Didn't Know About Astra DB

2
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8 min read
Build RAG Chatbot with LangChain, Milvus, Anthropic Claude 3 Opus, and OpenAI text-embedding-3-small

Build RAG Chatbot with LangChain, Milvus, Anthropic Claude 3 Opus, and OpenAI text-embedding-3-small

3
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8 min read
How to Build a RAG Chatbot with LangChain, Milvus, Together AI Mixtral 8x7B Instruct v0.1, and OpenAI text-embedding-3-large

How to Build a RAG Chatbot with LangChain, Milvus, Together AI Mixtral 8x7B Instruct v0.1, and OpenAI text-embedding-3-large

1
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8 min read
RAG Chatbot: Build with LangChain, Milvus, Fireworks AI ๐Ÿ”ฅLlama 3.1 8B Instruct, and Cohere embed-multilingual-v2.0

RAG Chatbot: Build with LangChain, Milvus, Fireworks AI ๐Ÿ”ฅLlama 3.1 8B Instruct, and Cohere embed-multilingual-v2.0

4
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8 min read
AI-powered search with Python, MongoDB, and OpenAI

AI-powered search with Python, MongoDB, and OpenAI

1
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7 min read
What is Vector DB ?

What is Vector DB ?

4
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51 min read
๐Ÿš€ pgai Vectorizer: SQLAlchemy and LiteLLM Make Vector Search Simple

๐Ÿš€ pgai Vectorizer: SQLAlchemy and LiteLLM Make Vector Search Simple

49
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3 min read
Free Vector Databases

Free Vector Databases

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8 min read
Open source vector databases

Open source vector databases

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2 min read
How to Build a Retrieval Augmented Generation (RAG) Chatbot with LangChain, Milvus, Anthropic Claude 3 Sonnet, and mistral-embed

How to Build a Retrieval Augmented Generation (RAG) Chatbot with LangChain, Milvus, Anthropic Claude 3 Sonnet, and mistral-embed

1
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8 min read
FalkorDB V4.8: Neo4j requires 7x the memory to hold the same dataset

FalkorDB V4.8: Neo4j requires 7x the memory to hold the same dataset

5
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1 min read
Vector Database

Vector Database

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1 min read
What are vectors database?

What are vectors database?

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2 min read
Vector Search Demystified: A Guide to pgvector, IVFFlat, and HNSW

Vector Search Demystified: A Guide to pgvector, IVFFlat, and HNSW

4
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3 min read
Building an AI-Powered Document Retrieval System with Docling and Granite 3.1

Building an AI-Powered Document Retrieval System with Docling and Granite 3.1

1
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6 min read
The Hidden Magic Behind Search: Dense, Sparse, and Metadata Filtering

The Hidden Magic Behind Search: Dense, Sparse, and Metadata Filtering

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3 min read
Tutorial: LangChain, Milvus, Anthropic Claude 3 Haiku, and voyage-3-large RAG Chatbot

Tutorial: LangChain, Milvus, Anthropic Claude 3 Haiku, and voyage-3-large RAG Chatbot

1
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8 min read
RAG Chatbot Tutorial: LangChain, Milvus, GPT-4o mini, and text-embedding-3-large

RAG Chatbot Tutorial: LangChain, Milvus, GPT-4o mini, and text-embedding-3-large

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4 min read
One Line of SQL, All the LiteLLM Embeddings

One Line of SQL, All the LiteLLM Embeddings

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10 min read
Parsing the โญ's with txtai

Parsing the โญ's with txtai

5
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13 min read
Build a RAG-Enabled Helpdesk Chatbot in 10 Minutes with MongoDB

Build a RAG-Enabled Helpdesk Chatbot in 10 Minutes with MongoDB

3
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6 min read
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